Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 473 |
| Missing cells | 1215 |
| Missing cells (%) | 15.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 227.3 KiB |
| Average record size in memory | 492.1 B |
Variable types
| Categorical | 6 |
|---|---|
| Numeric | 10 |
| Unsupported | 1 |
ESTADO has constant value "SONORA" | Constant |
CLAVE SITIO is highly overall correlated with CUERPO DE AGUA and 5 other fields | High correlation |
COLI_FEC is highly overall correlated with E_COLI | High correlation |
CUERPO DE AGUA is highly overall correlated with CLAVE SITIO and 4 other fields | High correlation |
DBO_TOT is highly overall correlated with DQO_TOT | High correlation |
DQO_TOT is highly overall correlated with DBO_TOT and 2 other fields | High correlation |
E_COLI is highly overall correlated with COLI_FEC and 3 other fields | High correlation |
LATITUD is highly overall correlated with CLAVE SITIO and 2 other fields | High correlation |
LONGITUD is highly overall correlated with CLAVE SITIO and 4 other fields | High correlation |
MUNICIPIO is highly overall correlated with CLAVE SITIO and 2 other fields | High correlation |
N_TOT is highly overall correlated with E_COLI and 2 other fields | High correlation |
P_TOT is highly overall correlated with DQO_TOT and 2 other fields | High correlation |
SUBTIPO CUERPO AGUA is highly overall correlated with CLAVE SITIO and 4 other fields | High correlation |
TIPO CUERPO DE AGUA is highly overall correlated with CLAVE SITIO and 3 other fields | High correlation |
OD_mg/L has 114 (24.1%) missing values | Missing |
DBO_TOT has 124 (26.2%) missing values | Missing |
DQO_TOT has 126 (26.6%) missing values | Missing |
COLI_FEC has 21 (4.4%) missing values | Missing |
E_COLI has 124 (26.2%) missing values | Missing |
N_TOT has 53 (11.2%) missing values | Missing |
P_TOT has 57 (12.1%) missing values | Missing |
TOX_D_48_UT has 123 (26.0%) missing values | Missing |
TOX_FIS_SUP_15_UT has 473 (100.0%) missing values | Missing |
TOX_FIS_SUP_15_UT is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Reproduction
| Analysis started | 2024-10-05 03:09:56.392509 |
|---|---|
| Analysis finished | 2024-10-05 03:10:17.931472 |
| Duration | 21.54 seconds |
| Software version | ydata-profiling vv4.10.0 |
| Download configuration | config.json |
CLAVE SITIO
Categorical
HIGH CORRELATION
| Distinct | 43 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 30.5 KiB |
| OCNOR3989 | |
|---|---|
| OCNOR4026 | |
| OCNOR4017 | |
| OCNOR4020 | |
| OCNOR4019 | |
| Other values (38) |
Length
| Max length | 35 |
|---|---|
| Median length | 9 |
| Mean length | 8.9978858 |
| Min length | 7 |
Characters and Unicode
| Total characters | 4256 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | 1.7% |
Sample
| 1st row | OCNOR3987 |
|---|---|
| 2nd row | OCNOR3987 |
| 3rd row | OCNOR3987 |
| 4th row | OCNOR3987 |
| 5th row | OCNOR3987 |
Common Values
| Value | Count | Frequency (%) |
| OCNOR3989 | 42 | 8.9% |
| OCNOR4026 | 42 | 8.9% |
| OCNOR4017 | 40 | 8.5% |
| OCNOR4020 | 40 | 8.5% |
| OCNOR4019 | 39 | 8.2% |
| OCNOR3988 | 36 | 7.6% |
| OCNOR3990 | 35 | 7.4% |
| OCNOR4022 | 27 | 5.7% |
| OCNOR4024 | 25 | 5.3% |
| OCNOR4023 | 15 | 3.2% |
| Other values (33) | 132 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ocnor3989 | 42 | 8.7% |
| ocnor4026 | 42 | 8.7% |
| ocnor4017 | 40 | 8.3% |
| ocnor4020 | 40 | 8.3% |
| ocnor4019 | 39 | 8.1% |
| ocnor3988 | 36 | 7.5% |
| ocnor3990 | 35 | 7.3% |
| ocnor4022 | 27 | 5.6% |
| ocnor4024 | 25 | 5.2% |
| ocnor4023 | 15 | 3.1% |
| Other values (37) | 140 |
Most occurring characters
| Value | Count | Frequency (%) |
| O | 877 | |
| C | 444 | |
| N | 438 | |
| R | 438 | |
| 0 | 402 | |
| 4 | 317 | 7.4% |
| 9 | 264 | 6.2% |
| 2 | 236 | 5.5% |
| 3 | 187 | 4.4% |
| 8 | 141 | 3.3% |
| Other values (17) | 512 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4256 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| O | 877 | |
| C | 444 | |
| N | 438 | |
| R | 438 | |
| 0 | 402 | |
| 4 | 317 | 7.4% |
| 9 | 264 | 6.2% |
| 2 | 236 | 5.5% |
| 3 | 187 | 4.4% |
| 8 | 141 | 3.3% |
| Other values (17) | 512 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4256 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| O | 877 | |
| C | 444 | |
| N | 438 | |
| R | 438 | |
| 0 | 402 | |
| 4 | 317 | 7.4% |
| 9 | 264 | 6.2% |
| 2 | 236 | 5.5% |
| 3 | 187 | 4.4% |
| 8 | 141 | 3.3% |
| Other values (17) | 512 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4256 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| O | 877 | |
| C | 444 | |
| N | 438 | |
| R | 438 | |
| 0 | 402 | |
| 4 | 317 | 7.4% |
| 9 | 264 | 6.2% |
| 2 | 236 | 5.5% |
| 3 | 187 | 4.4% |
| 8 | 141 | 3.3% |
| Other values (17) | 512 |
ESTADO
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 29.1 KiB |
| SONORA |
|---|
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 2838 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SONORA |
|---|---|
| 2nd row | SONORA |
| 3rd row | SONORA |
| 4th row | SONORA |
| 5th row | SONORA |
Common Values
| Value | Count | Frequency (%) |
| SONORA | 473 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sonora | 473 |
Most occurring characters
| Value | Count | Frequency (%) |
| O | 946 | |
| S | 473 | |
| N | 473 | |
| R | 473 | |
| A | 473 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2838 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| O | 946 | |
| S | 473 | |
| N | 473 | |
| R | 473 | |
| A | 473 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2838 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| O | 946 | |
| S | 473 | |
| N | 473 | |
| R | 473 | |
| A | 473 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2838 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| O | 946 | |
| S | 473 | |
| N | 473 | |
| R | 473 | |
| A | 473 |
MUNICIPIO
Categorical
HIGH CORRELATION
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 32.0 KiB |
| ARIZPE | |
|---|---|
| CANANEA | |
| ACONCHI | |
| BAVIÁCORA | |
| URES | |
| Other values (2) |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 6.7357294 |
| Min length | 4 |
Characters and Unicode
| Total characters | 3186 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CANANEA |
|---|---|
| 2nd row | CANANEA |
| 3rd row | CANANEA |
| 4th row | CANANEA |
| 5th row | CANANEA |
Common Values
| Value | Count | Frequency (%) |
| ARIZPE | 115 | |
| CANANEA | 103 | |
| ACONCHI | 82 | |
| BAVIÁCORA | 79 | |
| URES | 72 | |
| BANÁMICHI | 18 | 3.8% |
| SAN FELIPE | 4 | 0.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| arizpe | 115 | |
| cananea | 103 | |
| aconchi | 82 | |
| baviácora | 79 | |
| ures | 72 | |
| banámichi | 18 | 3.8% |
| san | 4 | 0.8% |
| felipe | 4 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 686 | |
| C | 364 | |
| I | 316 | |
| N | 310 | |
| E | 298 | |
| R | 266 | 8.3% |
| O | 161 | 5.1% |
| P | 119 | 3.7% |
| Z | 115 | 3.6% |
| H | 100 | 3.1% |
| Other values (9) | 451 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3186 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 686 | |
| C | 364 | |
| I | 316 | |
| N | 310 | |
| E | 298 | |
| R | 266 | 8.3% |
| O | 161 | 5.1% |
| P | 119 | 3.7% |
| Z | 115 | 3.6% |
| H | 100 | 3.1% |
| Other values (9) | 451 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3186 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 686 | |
| C | 364 | |
| I | 316 | |
| N | 310 | |
| E | 298 | |
| R | 266 | 8.3% |
| O | 161 | 5.1% |
| P | 119 | 3.7% |
| Z | 115 | 3.6% |
| H | 100 | 3.1% |
| Other values (9) | 451 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3186 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 686 | |
| C | 364 | |
| I | 316 | |
| N | 310 | |
| E | 298 | |
| R | 266 | 8.3% |
| O | 161 | 5.1% |
| P | 119 | 3.7% |
| Z | 115 | 3.6% |
| H | 100 | 3.1% |
| Other values (9) | 451 |
CUERPO DE AGUA
Categorical
HIGH CORRELATION
| Distinct | 10 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 36.2 KiB |
| RIO SONORA | |
|---|---|
| RIO BACANUCHI | |
| ARROYO EL BARRILITO | |
| ACUÍFERO RIO SONORA | 28 |
| ACUÍFERO RIO BACANUCHI | 25 |
| Other values (5) |
Length
| Max length | 22 |
|---|---|
| Median length | 10 |
| Mean length | 13.145877 |
| Min length | 10 |
Characters and Unicode
| Total characters | 6218 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RIO SONORA |
|---|---|
| 2nd row | RIO SONORA |
| 3rd row | RIO SONORA |
| 4th row | RIO SONORA |
| 5th row | RIO SONORA |
Common Values
| Value | Count | Frequency (%) |
| RIO SONORA | 285 | |
| RIO BACANUCHI | 44 | 9.3% |
| ARROYO EL BARRILITO | 42 | 8.9% |
| ACUÍFERO RIO SONORA | 28 | 5.9% |
| ACUÍFERO RIO BACANUCHI | 25 | 5.3% |
| ACUÍFERO RÍO SONORA | 25 | 5.3% |
| ACUÍFERO CUITACA | 9 | 1.9% |
| ACUÍFERO RIO BACOACHI | 9 | 1.9% |
| ACUÍFERO SAN PEDRO | 3 | 0.6% |
| ACUÍFERO BACANUCHI | 3 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| rio | 391 | |
| sonora | 338 | |
| acuífero | 102 | 9.5% |
| bacanuchi | 72 | 6.7% |
| arroyo | 42 | 3.9% |
| el | 42 | 3.9% |
| barrilito | 42 | 3.9% |
| río | 25 | 2.3% |
| cuitaca | 9 | 0.8% |
| bacoachi | 9 | 0.8% |
| Other values (2) | 6 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| O | 1332 | |
| R | 1027 | |
| A | 707 | |
| 605 | ||
| I | 565 | |
| N | 413 | 6.6% |
| S | 341 | 5.5% |
| C | 282 | 4.5% |
| U | 183 | 2.9% |
| E | 147 | 2.4% |
| Other values (9) | 616 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6218 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| O | 1332 | |
| R | 1027 | |
| A | 707 | |
| 605 | ||
| I | 565 | |
| N | 413 | 6.6% |
| S | 341 | 5.5% |
| C | 282 | 4.5% |
| U | 183 | 2.9% |
| E | 147 | 2.4% |
| Other values (9) | 616 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6218 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| O | 1332 | |
| R | 1027 | |
| A | 707 | |
| 605 | ||
| I | 565 | |
| N | 413 | 6.6% |
| S | 341 | 5.5% |
| C | 282 | 4.5% |
| U | 183 | 2.9% |
| E | 147 | 2.4% |
| Other values (9) | 616 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6218 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| O | 1332 | |
| R | 1027 | |
| A | 707 | |
| 605 | ||
| I | 565 | |
| N | 413 | 6.6% |
| S | 341 | 5.5% |
| C | 282 | 4.5% |
| U | 183 | 2.9% |
| E | 147 | 2.4% |
| Other values (9) | 616 |
TIPO CUERPO DE AGUA
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 43.0 KiB |
| LÓTICO | |
|---|---|
| SUBTERRÁNEO | |
| LÓTICO (HUMEDAL) |
Length
| Max length | 16 |
|---|---|
| Median length | 6 |
| Mean length | 9.0232558 |
| Min length | 6 |
Characters and Unicode
| Total characters | 4268 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | LÓTICO |
|---|---|
| 2nd row | LÓTICO |
| 3rd row | LÓTICO |
| 4th row | LÓTICO |
| 5th row | LÓTICO |
Common Values
| Value | Count | Frequency (%) |
| LÓTICO | 271 | |
| SUBTERRÁNEO | 118 | |
| LÓTICO (HUMEDAL) | 84 | 17.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| lótico | 355 | |
| subterráneo | 118 | 21.2% |
| humedal | 84 | 15.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 473 | |
| O | 473 | |
| L | 439 | |
| Ó | 355 | 8.3% |
| I | 355 | 8.3% |
| C | 355 | 8.3% |
| E | 320 | 7.5% |
| R | 236 | 5.5% |
| U | 202 | 4.7% |
| S | 118 | 2.8% |
| Other values (10) | 942 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4268 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 473 | |
| O | 473 | |
| L | 439 | |
| Ó | 355 | 8.3% |
| I | 355 | 8.3% |
| C | 355 | 8.3% |
| E | 320 | 7.5% |
| R | 236 | 5.5% |
| U | 202 | 4.7% |
| S | 118 | 2.8% |
| Other values (10) | 942 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4268 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 473 | |
| O | 473 | |
| L | 439 | |
| Ó | 355 | 8.3% |
| I | 355 | 8.3% |
| C | 355 | 8.3% |
| E | 320 | 7.5% |
| R | 236 | 5.5% |
| U | 202 | 4.7% |
| S | 118 | 2.8% |
| Other values (10) | 942 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4268 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 473 | |
| O | 473 | |
| L | 439 | |
| Ó | 355 | 8.3% |
| I | 355 | 8.3% |
| C | 355 | 8.3% |
| E | 320 | 7.5% |
| R | 236 | 5.5% |
| U | 202 | 4.7% |
| S | 118 | 2.8% |
| Other values (10) | 942 |
SUBTIPO CUERPO AGUA
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.4 KiB |
| RÍO | |
|---|---|
| POZO | |
| ARROYO | |
| TOMA DOMICILIARIA | 3 |
Length
| Max length | 17 |
|---|---|
| Median length | 3 |
| Mean length | 3.5983087 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1702 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RÍO |
|---|---|
| 2nd row | RÍO |
| 3rd row | RÍO |
| 4th row | RÍO |
| 5th row | RÍO |
Common Values
| Value | Count | Frequency (%) |
| RÍO | 313 | |
| POZO | 115 | 24.3% |
| ARROYO | 42 | 8.9% |
| TOMA DOMICILIARIA | 3 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| río | 313 | |
| pozo | 115 | 24.2% |
| arroyo | 42 | 8.8% |
| toma | 3 | 0.6% |
| domiciliaria | 3 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| O | 633 | |
| R | 400 | |
| Í | 313 | |
| P | 115 | 6.8% |
| Z | 115 | 6.8% |
| A | 51 | 3.0% |
| Y | 42 | 2.5% |
| I | 12 | 0.7% |
| M | 6 | 0.4% |
| T | 3 | 0.2% |
| Other values (4) | 12 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1702 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| O | 633 | |
| R | 400 | |
| Í | 313 | |
| P | 115 | 6.8% |
| Z | 115 | 6.8% |
| A | 51 | 3.0% |
| Y | 42 | 2.5% |
| I | 12 | 0.7% |
| M | 6 | 0.4% |
| T | 3 | 0.2% |
| Other values (4) | 12 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1702 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| O | 633 | |
| R | 400 | |
| Í | 313 | |
| P | 115 | 6.8% |
| Z | 115 | 6.8% |
| A | 51 | 3.0% |
| Y | 42 | 2.5% |
| I | 12 | 0.7% |
| M | 6 | 0.4% |
| T | 3 | 0.2% |
| Other values (4) | 12 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1702 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| O | 633 | |
| R | 400 | |
| Í | 313 | |
| P | 115 | 6.8% |
| Z | 115 | 6.8% |
| A | 51 | 3.0% |
| Y | 42 | 2.5% |
| I | 12 | 0.7% |
| M | 6 | 0.4% |
| T | 3 | 0.2% |
| Other values (4) | 12 | 0.7% |
LATITUD
Real number (ℝ)
HIGH CORRELATION
| Distinct | 42 |
|---|---|
| Distinct (%) | 8.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.112463 |
| Minimum | 29.32107 |
|---|---|
| Maximum | 31.08505 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.4 KiB |
Quantile statistics
| Minimum | 29.32107 |
|---|---|
| 5-th percentile | 29.32107 |
| Q1 | 29.72369 |
| median | 29.854986 |
| Q3 | 30.37335 |
| 95-th percentile | 30.99713 |
| Maximum | 31.08505 |
| Range | 1.76398 |
| Interquartile range (IQR) | 0.64966 |
Descriptive statistics
| Standard deviation | 0.56808065 |
|---|---|
| Coefficient of variation (CV) | 0.0188653 |
| Kurtosis | -1.1996464 |
| Mean | 30.112463 |
| Median Absolute Deviation (MAD) | 0.480044 |
| Skewness | 0.30824155 |
| Sum | 14243.195 |
| Variance | 0.32271563 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 30.99713 | 42 | 8.9% |
| 30.36813 | 42 | 8.9% |
| 29.72369 | 40 | 8.5% |
| 29.32107 | 40 | 8.5% |
| 29.53502 | 39 | 8.2% |
| 30.9481 | 36 | 7.6% |
| 29.84478 | 35 | 7.4% |
| 29.8244 | 27 | 5.7% |
| 30.33503 | 25 | 5.3% |
| 30.01704 | 15 | 3.2% |
| Other values (32) | 132 |
| Value | Count | Frequency (%) |
| 29.32107 | 40 | |
| 29.36277 | 2 | 0.4% |
| 29.37303 | 3 | 0.6% |
| 29.38781 | 3 | 0.6% |
| 29.40136 | 10 | 2.1% |
| 29.42405 | 1 | 0.2% |
| 29.431096 | 4 | 0.8% |
| 29.43628 | 3 | 0.6% |
| 29.43705 | 3 | 0.6% |
| 29.46299 | 3 | 0.6% |
| Value | Count | Frequency (%) |
| 31.08505 | 3 | 0.6% |
| 30.99713 | 42 | |
| 30.99709 | 9 | 1.9% |
| 30.975972 | 3 | 0.6% |
| 30.95804 | 10 | 2.1% |
| 30.9481 | 36 | |
| 30.60567 | 1 | 0.2% |
| 30.603729 | 3 | 0.6% |
| 30.57567 | 1 | 0.2% |
| 30.43986 | 9 | 1.9% |
LONGITUD
Real number (ℝ)
HIGH CORRELATION
| Distinct | 42 |
|---|---|
| Distinct (%) | 8.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -110.24517 |
| Minimum | -110.54156 |
|---|---|
| Maximum | -110.03386 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 473 |
| Negative (%) | 100.0% |
| Memory size | 7.4 KiB |
Quantile statistics
| Minimum | -110.54156 |
|---|---|
| 5-th percentile | -110.54156 |
| Q1 | -110.28877 |
| median | -110.20114 |
| Q3 | -110.16094 |
| 95-th percentile | -110.12087 |
| Maximum | -110.03386 |
| Range | 0.5077 |
| Interquartile range (IQR) | 0.12783 |
Descriptive statistics
| Standard deviation | 0.12484478 |
|---|---|
| Coefficient of variation (CV) | -0.0011324285 |
| Kurtosis | 0.66689643 |
| Mean | -110.24517 |
| Median Absolute Deviation (MAD) | 0.04363 |
| Skewness | -1.2264553 |
| Sum | -52145.965 |
| Variance | 0.015586218 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| -110.28877 | 42 | 8.9% |
| -110.15751 | 42 | 8.9% |
| -110.17441 | 40 | 8.5% |
| -110.54156 | 40 | 8.5% |
| -110.12087 | 39 | 8.2% |
| -110.19079 | 36 | 7.6% |
| -110.27754 | 35 | 7.4% |
| -110.23701 | 27 | 5.7% |
| -110.16534 | 25 | 5.3% |
| -110.21963 | 15 | 3.2% |
| Other values (32) | 132 |
| Value | Count | Frequency (%) |
| -110.54156 | 40 | |
| -110.50018 | 2 | 0.4% |
| -110.48888 | 9 | 1.9% |
| -110.46914 | 3 | 0.6% |
| -110.45391 | 3 | 0.6% |
| -110.43803 | 10 | 2.1% |
| -110.41217 | 3 | 0.6% |
| -110.391199 | 4 | 0.8% |
| -110.38294 | 1 | 0.2% |
| -110.36998 | 3 | 0.6% |
| Value | Count | Frequency (%) |
| -110.03386 | 9 | 1.9% |
| -110.05843 | 1 | 0.2% |
| -110.11187 | 3 | 0.6% |
| -110.12087 | 39 | |
| -110.15732 | 3 | 0.6% |
| -110.15751 | 42 | |
| -110.15789 | 12 | 2.5% |
| -110.16094 | 12 | 2.5% |
| -110.16534 | 25 | |
| -110.17441 | 40 |
OD_mg/L
Real number (ℝ)
MISSING
| Distinct | 263 |
|---|---|
| Distinct (%) | 73.3% |
| Missing | 114 |
| Missing (%) | 24.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.6690251 |
| Minimum | 1 |
|---|---|
| Maximum | 13.81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3.736 |
| Q1 | 5.6 |
| median | 6.66 |
| Q3 | 7.635 |
| 95-th percentile | 9.702 |
| Maximum | 13.81 |
| Range | 12.81 |
| Interquartile range (IQR) | 2.035 |
Descriptive statistics
| Standard deviation | 1.81226 |
|---|---|
| Coefficient of variation (CV) | 0.27174288 |
| Kurtosis | 0.80368121 |
| Mean | 6.6690251 |
| Median Absolute Deviation (MAD) | 1.04 |
| Skewness | 0.096850657 |
| Sum | 2394.18 |
| Variance | 3.2842865 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.19 | 6 | 1.3% |
| 7.2 | 6 | 1.3% |
| 6.1 | 5 | 1.1% |
| 5.8 | 4 | 0.8% |
| 7.21 | 3 | 0.6% |
| 5.7 | 3 | 0.6% |
| 6.7 | 3 | 0.6% |
| 7.56 | 3 | 0.6% |
| 7.1 | 3 | 0.6% |
| 6.13 | 3 | 0.6% |
| Other values (253) | 320 | |
| (Missing) | 114 | 24.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 1.03 | 1 | |
| 2.07 | 1 | |
| 2.47 | 1 | |
| 2.48 | 1 | |
| 2.61 | 1 | |
| 2.62 | 1 | |
| 2.69 | 1 | |
| 2.8 | 1 | |
| 2.82 | 1 |
| Value | Count | Frequency (%) |
| 13.81 | 1 | |
| 11.89 | 1 | |
| 11.59 | 1 | |
| 10.85 | 1 | |
| 10.69 | 1 | |
| 10.66 | 1 | |
| 10.65 | 1 | |
| 10.6 | 1 | |
| 10.56 | 1 | |
| 10.52 | 1 |
DBO_TOT
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 139 |
|---|---|
| Distinct (%) | 39.8% |
| Missing | 124 |
| Missing (%) | 26.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.8139255 |
| Minimum | 2 |
|---|---|
| Maximum | 256 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.4 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 2 |
| Q3 | 4.79 |
| 95-th percentile | 20.94 |
| Maximum | 256 |
| Range | 254 |
| Interquartile range (IQR) | 2.79 |
Descriptive statistics
| Standard deviation | 18.805719 |
|---|---|
| Coefficient of variation (CV) | 2.7598951 |
| Kurtosis | 102.5782 |
| Mean | 6.8139255 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.097508 |
| Sum | 2378.06 |
| Variance | 353.65508 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 200 | |
| 2.8 | 3 | 0.6% |
| 3.41 | 2 | 0.4% |
| 6.7 | 2 | 0.4% |
| 3.6 | 2 | 0.4% |
| 2.4 | 2 | 0.4% |
| 5.8 | 2 | 0.4% |
| 6.1 | 2 | 0.4% |
| 9.5 | 2 | 0.4% |
| 4.3 | 2 | 0.4% |
| Other values (129) | 130 | |
| (Missing) | 124 |
| Value | Count | Frequency (%) |
| 2 | 200 | |
| 2.08 | 1 | 0.2% |
| 2.09 | 1 | 0.2% |
| 2.4 | 2 | 0.4% |
| 2.42 | 1 | 0.2% |
| 2.58 | 1 | 0.2% |
| 2.6 | 1 | 0.2% |
| 2.61 | 1 | 0.2% |
| 2.72 | 1 | 0.2% |
| 2.77 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 256 | 1 | |
| 155.98 | 1 | |
| 104.51 | 1 | |
| 84.46 | 1 | |
| 70.6 | 1 | |
| 62.5 | 1 | |
| 60.9 | 1 | |
| 45.25 | 1 | |
| 38.4 | 1 | |
| 30.81 | 1 |
DQO_TOT
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 183 |
|---|---|
| Distinct (%) | 52.7% |
| Missing | 126 |
| Missing (%) | 26.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.665715 |
| Minimum | 10 |
|---|---|
| Maximum | 1600 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.4 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 10 |
| median | 12.96 |
| Q3 | 42.46 |
| 95-th percentile | 147.936 |
| Maximum | 1600 |
| Range | 1590 |
| Interquartile range (IQR) | 32.46 |
Descriptive statistics
| Standard deviation | 121.54669 |
|---|---|
| Coefficient of variation (CV) | 2.6046251 |
| Kurtosis | 92.35973 |
| Mean | 46.665715 |
| Median Absolute Deviation (MAD) | 2.96 |
| Skewness | 8.6006909 |
| Sum | 16193.003 |
| Variance | 14773.599 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10 | 159 | |
| 13.38 | 3 | 0.6% |
| 31.31 | 2 | 0.4% |
| 21.1 | 2 | 0.4% |
| 71.91 | 2 | 0.4% |
| 11.02 | 2 | 0.4% |
| 136.68 | 1 | 0.2% |
| 65 | 1 | 0.2% |
| 12.99 | 1 | 0.2% |
| 53.3544 | 1 | 0.2% |
| Other values (173) | 173 | |
| (Missing) | 126 |
| Value | Count | Frequency (%) |
| 10 | 159 | |
| 10.92 | 1 | 0.2% |
| 10.97 | 1 | 0.2% |
| 11 | 1 | 0.2% |
| 11.02 | 2 | 0.4% |
| 11.23 | 1 | 0.2% |
| 11.76 | 1 | 0.2% |
| 11.8 | 1 | 0.2% |
| 11.87 | 1 | 0.2% |
| 11.93 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 1600 | 1 | |
| 1020.572 | 1 | |
| 712.08 | 1 | |
| 637.56 | 1 | |
| 380 | 1 | |
| 364.32 | 1 | |
| 344.74 | 1 | |
| 281.52 | 1 | |
| 240 | 1 | |
| 233.79 | 1 |
COLI_FEC
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 181 |
|---|---|
| Distinct (%) | 40.0% |
| Missing | 21 |
| Missing (%) | 4.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18321.332 |
| Minimum | 1 |
|---|---|
| Maximum | 2419600 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 10 |
| median | 870.5 |
| Q3 | 5172 |
| 95-th percentile | 25705.3 |
| Maximum | 2419600 |
| Range | 2419599 |
| Interquartile range (IQR) | 5162 |
Descriptive statistics
| Standard deviation | 121228.21 |
|---|---|
| Coefficient of variation (CV) | 6.6167794 |
| Kurtosis | 343.26197 |
| Mean | 18321.332 |
| Median Absolute Deviation (MAD) | 860.5 |
| Skewness | 17.511513 |
| Sum | 8281242 |
| Variance | 1.4696279 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10 | 71 | 15.0% |
| 24196 | 45 | 9.5% |
| 1 | 43 | 9.1% |
| 241960 | 14 | 3.0% |
| 20 | 9 | 1.9% |
| 3 | 6 | 1.3% |
| 31 | 5 | 1.1% |
| 110 | 5 | 1.1% |
| 2046 | 4 | 0.8% |
| 41 | 4 | 0.8% |
| Other values (171) | 246 | |
| (Missing) | 21 | 4.4% |
| Value | Count | Frequency (%) |
| 1 | 43 | |
| 3 | 6 | 1.3% |
| 10 | 71 | |
| 20 | 9 | 1.9% |
| 31 | 5 | 1.1% |
| 41 | 4 | 0.8% |
| 63 | 2 | 0.4% |
| 74 | 1 | 0.2% |
| 75 | 2 | 0.4% |
| 86 | 2 | 0.4% |
| Value | Count | Frequency (%) |
| 2419600 | 1 | 0.2% |
| 241960 | 14 | 3.0% |
| 198630 | 1 | 0.2% |
| 120330 | 1 | 0.2% |
| 81640 | 2 | 0.4% |
| 48840 | 1 | 0.2% |
| 35240 | 1 | 0.2% |
| 30760 | 1 | 0.2% |
| 27550 | 1 | 0.2% |
| 24196 | 45 |
E_COLI
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 143 |
|---|---|
| Distinct (%) | 41.0% |
| Missing | 124 |
| Missing (%) | 26.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12458.756 |
| Minimum | 1 |
|---|---|
| Maximum | 2419600 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 20 |
| median | 110 |
| Q3 | 630 |
| 95-th percentile | 24196 |
| Maximum | 2419600 |
| Range | 2419599 |
| Interquartile range (IQR) | 610 |
Descriptive statistics
| Standard deviation | 131109.28 |
|---|---|
| Coefficient of variation (CV) | 10.523465 |
| Kurtosis | 329.21804 |
| Mean | 12458.756 |
| Median Absolute Deviation (MAD) | 107 |
| Skewness | 17.920857 |
| Sum | 4348106 |
| Variance | 1.7189644 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 42 | 8.9% |
| 10 | 37 | 7.8% |
| 24196 | 26 | 5.5% |
| 20 | 15 | 3.2% |
| 52 | 14 | 3.0% |
| 41 | 12 | 2.5% |
| 31 | 9 | 1.9% |
| 63 | 7 | 1.5% |
| 110 | 5 | 1.1% |
| 3 | 5 | 1.1% |
| Other values (133) | 177 | |
| (Missing) | 124 |
| Value | Count | Frequency (%) |
| 1 | 42 | |
| 3 | 5 | 1.1% |
| 10 | 37 | |
| 20 | 15 | 3.2% |
| 30 | 4 | 0.8% |
| 31 | 9 | 1.9% |
| 41 | 12 | 2.5% |
| 52 | 14 | 3.0% |
| 62 | 1 | 0.2% |
| 63 | 7 | 1.5% |
| Value | Count | Frequency (%) |
| 2419600 | 1 | 0.2% |
| 241960 | 2 | 0.4% |
| 129970 | 1 | 0.2% |
| 104620 | 1 | 0.2% |
| 98040 | 1 | 0.2% |
| 64880 | 1 | 0.2% |
| 51720 | 1 | 0.2% |
| 30760 | 1 | 0.2% |
| 27550 | 1 | 0.2% |
| 24196 | 26 |
N_TOT
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 420 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 53 |
| Missing (%) | 11.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6501564 |
| Minimum | 0.0115 |
|---|---|
| Maximum | 68.779 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.4 KiB |
Quantile statistics
| Minimum | 0.0115 |
|---|---|
| 5-th percentile | 0.2297829 |
| Q1 | 1.076209 |
| median | 2.055677 |
| Q3 | 3.6715368 |
| 95-th percentile | 12.728948 |
| Maximum | 68.779 |
| Range | 68.7675 |
| Interquartile range (IQR) | 2.5953278 |
Descriptive statistics
| Standard deviation | 5.7822411 |
|---|---|
| Coefficient of variation (CV) | 1.5841078 |
| Kurtosis | 48.416697 |
| Mean | 3.6501564 |
| Median Absolute Deviation (MAD) | 1.109727 |
| Skewness | 5.7149068 |
| Sum | 1533.0657 |
| Variance | 33.434312 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.923684 | 1 | 0.2% |
| 2.346321 | 1 | 0.2% |
| 2.41455 | 1 | 0.2% |
| 2.53051 | 1 | 0.2% |
| 3.23003 | 1 | 0.2% |
| 2.53015 | 1 | 0.2% |
| 3.04269 | 1 | 0.2% |
| 2.625585 | 1 | 0.2% |
| 2.406978 | 1 | 0.2% |
| 1.068825 | 1 | 0.2% |
| Other values (410) | 410 | |
| (Missing) | 53 | 11.2% |
| Value | Count | Frequency (%) |
| 0.0115 | 1 | |
| 0.041416 | 1 | |
| 0.058 | 1 | |
| 0.073145 | 1 | |
| 0.07383 | 1 | |
| 0.086157 | 1 | |
| 0.089425 | 1 | |
| 0.124953 | 1 | |
| 0.127888 | 1 | |
| 0.153916 | 1 |
| Value | Count | Frequency (%) |
| 68.779 | 1 | |
| 45.998 | 1 | |
| 36.511485 | 1 | |
| 29.643392 | 1 | |
| 25.383 | 1 | |
| 23.03146 | 1 | |
| 22.699553 | 1 | |
| 19.139493 | 1 | |
| 18.796267 | 1 | |
| 18.22653 | 1 |
P_TOT
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 393 |
|---|---|
| Distinct (%) | 94.5% |
| Missing | 57 |
| Missing (%) | 12.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.41443252 |
| Minimum | 0.001 |
|---|---|
| Maximum | 18.841 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.4 KiB |
Quantile statistics
| Minimum | 0.001 |
|---|---|
| 5-th percentile | 0.017875 |
| Q1 | 0.038995 |
| median | 0.0622425 |
| Q3 | 0.13073 |
| 95-th percentile | 2.137312 |
| Maximum | 18.841 |
| Range | 18.84 |
| Interquartile range (IQR) | 0.091735 |
Descriptive statistics
| Standard deviation | 1.2844076 |
|---|---|
| Coefficient of variation (CV) | 3.0991959 |
| Kurtosis | 107.87192 |
| Mean | 0.41443252 |
| Median Absolute Deviation (MAD) | 0.0302425 |
| Skewness | 8.7255405 |
| Sum | 172.40393 |
| Variance | 1.6497028 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.044 | 4 | 0.8% |
| 0.0014 | 3 | 0.6% |
| 0.062 | 3 | 0.6% |
| 0.04 | 3 | 0.6% |
| 0.037 | 3 | 0.6% |
| 0.0719 | 2 | 0.4% |
| 0.032 | 2 | 0.4% |
| 0.0558 | 2 | 0.4% |
| 0.034 | 2 | 0.4% |
| 0.035 | 2 | 0.4% |
| Other values (383) | 390 | |
| (Missing) | 57 | 12.1% |
| Value | Count | Frequency (%) |
| 0.001 | 1 | 0.2% |
| 0.0014 | 3 | |
| 0.005 | 1 | 0.2% |
| 0.007832 | 1 | 0.2% |
| 0.008 | 1 | 0.2% |
| 0.009135 | 1 | 0.2% |
| 0.0095 | 1 | 0.2% |
| 0.0096 | 1 | 0.2% |
| 0.010779 | 1 | 0.2% |
| 0.01111 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 18.841 | 1 | |
| 8.62 | 1 | |
| 6.524994 | 1 | |
| 5.59863 | 1 | |
| 5.0175 | 1 | |
| 4.127732 | 1 | |
| 3.9559 | 1 | |
| 3.7813 | 1 | |
| 3.53704 | 1 | |
| 3.147842 | 1 |
TOX_D_48_UT
Real number (ℝ)
MISSING
| Distinct | 32 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 123 |
| Missing (%) | 26.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.5366 |
| Minimum | 1 |
|---|---|
| Maximum | 1250 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 118.537 |
| Maximum | 1250 |
| Range | 1249 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 131.71713 |
|---|---|
| Coefficient of variation (CV) | 4.7833477 |
| Kurtosis | 46.669703 |
| Mean | 27.5366 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.4995157 |
| Sum | 9637.81 |
| Variance | 17349.403 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 1 | 317 | |
| 714.29 | 2 | 0.4% |
| 400 | 2 | 0.4% |
| 1.46 | 1 | 0.2% |
| 322.58 | 1 | 0.2% |
| 1000 | 1 | 0.2% |
| 1250 | 1 | 0.2% |
| 149.25 | 1 | 0.2% |
| 208.33 | 1 | 0.2% |
| 666.67 | 1 | 0.2% |
| Other values (22) | 22 | 4.7% |
| (Missing) | 123 | 26.0% |
| Value | Count | Frequency (%) |
| 1 | 317 | |
| 1.28 | 1 | 0.2% |
| 1.3 | 1 | 0.2% |
| 1.46 | 1 | 0.2% |
| 1.59 | 1 | 0.2% |
| 2.51 | 1 | 0.2% |
| 2.97 | 1 | 0.2% |
| 7.37 | 1 | 0.2% |
| 20.63 | 1 | 0.2% |
| 49.08 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 1250 | 1 | |
| 1092.42 | 1 | |
| 1000 | 1 | |
| 714.29 | 2 | |
| 666.67 | 1 | |
| 447.83 | 1 | |
| 403.18 | 1 | |
| 400 | 2 | |
| 322.58 | 1 | |
| 309.26 | 1 |
TOX_FIS_SUP_15_UT
Unsupported
MISSING REJECTED UNSUPPORTED
| Missing | 473 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 7.4 KiB |
| CLAVE SITIO | COLI_FEC | CUERPO DE AGUA | DBO_TOT | DQO_TOT | E_COLI | LATITUD | LONGITUD | MUNICIPIO | N_TOT | OD_mg/L | P_TOT | SUBTIPO CUERPO AGUA | TIPO CUERPO DE AGUA | TOX_D_48_UT | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLAVE SITIO | 1.000 | 0.000 | 0.964 | 0.000 | 0.208 | 0.000 | 0.963 | 0.964 | 0.961 | 0.219 | 0.000 | 0.000 | 0.958 | 0.957 | 0.161 |
| COLI_FEC | 0.000 | 1.000 | 0.048 | 0.292 | 0.435 | 0.852 | -0.068 | -0.005 | 0.000 | 0.377 | -0.191 | 0.480 | 0.125 | 0.076 | -0.432 |
| CUERPO DE AGUA | 0.964 | 0.048 | 1.000 | 0.228 | 0.000 | 0.126 | 0.575 | 0.613 | 0.438 | 0.289 | 0.062 | 0.019 | 0.777 | 0.787 | 0.000 |
| DBO_TOT | 0.000 | 0.292 | 0.228 | 1.000 | 0.584 | 0.405 | 0.298 | -0.166 | 0.000 | 0.262 | -0.030 | 0.401 | 0.345 | 0.219 | -0.028 |
| DQO_TOT | 0.208 | 0.435 | 0.000 | 0.584 | 1.000 | 0.515 | 0.218 | -0.122 | 0.000 | 0.340 | -0.072 | 0.501 | 0.000 | 0.000 | -0.038 |
| E_COLI | 0.000 | 0.852 | 0.126 | 0.405 | 0.515 | 1.000 | 0.081 | -0.007 | 0.000 | 0.576 | -0.246 | 0.605 | 0.034 | 0.000 | -0.393 |
| LATITUD | 0.963 | -0.068 | 0.575 | 0.298 | 0.218 | 0.081 | 1.000 | 0.180 | 0.845 | 0.040 | -0.231 | 0.235 | 0.421 | 0.446 | 0.336 |
| LONGITUD | 0.964 | -0.005 | 0.613 | -0.166 | -0.122 | -0.007 | 0.180 | 1.000 | 0.679 | -0.038 | 0.131 | -0.069 | 0.671 | 0.677 | -0.023 |
| MUNICIPIO | 0.961 | 0.000 | 0.438 | 0.000 | 0.000 | 0.000 | 0.845 | 0.679 | 1.000 | 0.176 | 0.118 | 0.000 | 0.393 | 0.480 | 0.105 |
| N_TOT | 0.219 | 0.377 | 0.289 | 0.262 | 0.340 | 0.576 | 0.040 | -0.038 | 0.176 | 1.000 | -0.230 | 0.505 | 0.563 | 0.375 | -0.189 |
| OD_mg/L | 0.000 | -0.191 | 0.062 | -0.030 | -0.072 | -0.246 | -0.231 | 0.131 | 0.118 | -0.230 | 1.000 | -0.281 | 0.210 | 0.154 | 0.110 |
| P_TOT | 0.000 | 0.480 | 0.019 | 0.401 | 0.501 | 0.605 | 0.235 | -0.069 | 0.000 | 0.505 | -0.281 | 1.000 | 0.168 | 0.134 | -0.185 |
| SUBTIPO CUERPO AGUA | 0.958 | 0.125 | 0.777 | 0.345 | 0.000 | 0.034 | 0.421 | 0.671 | 0.393 | 0.563 | 0.210 | 0.168 | 1.000 | 0.844 | 0.000 |
| TIPO CUERPO DE AGUA | 0.957 | 0.076 | 0.787 | 0.219 | 0.000 | 0.000 | 0.446 | 0.677 | 0.480 | 0.375 | 0.154 | 0.134 | 0.844 | 1.000 | 0.000 |
| TOX_D_48_UT | 0.161 | -0.432 | 0.000 | -0.028 | -0.038 | -0.393 | 0.336 | -0.023 | 0.105 | -0.189 | 0.110 | -0.185 | 0.000 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| CLAVE SITIO | ESTADO | MUNICIPIO | CUERPO DE AGUA | TIPO CUERPO DE AGUA | SUBTIPO CUERPO AGUA | LATITUD | LONGITUD | OD_mg/L | DBO_TOT | DQO_TOT | COLI_FEC | E_COLI | N_TOT | P_TOT | TOX_D_48_UT | TOX_FIS_SUP_15_UT | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 94719 | OCNOR3987 | SONORA | CANANEA | RIO SONORA | LÓTICO | RÍO | 30.95804 | -110.18906 | 7.19 | 3.41 | 17.5392 | 145.0 | 20.0 | 2.2916 | 0.0617 | 1.0 | NaN |
| 94720 | OCNOR3987 | SONORA | CANANEA | RIO SONORA | LÓTICO | RÍO | 30.95804 | -110.18906 | 8.01 | 3.05 | 10.0000 | 3.0 | 3.0 | 0.7498 | 0.0931 | 1.0 | NaN |
| 94721 | OCNOR3987 | SONORA | CANANEA | RIO SONORA | LÓTICO | RÍO | 30.95804 | -110.18906 | 9.24 | 6.70 | 51.0840 | 110.0 | 10.0 | 0.7643 | 0.1029 | 1.0 | NaN |
| 94722 | OCNOR3987 | SONORA | CANANEA | RIO SONORA | LÓTICO | RÍO | 30.95804 | -110.18906 | 7.07 | 2.97 | 10.0000 | 110.0 | 31.0 | 0.9269 | 0.1127 | 1.0 | NaN |
| 94723 | OCNOR3987 | SONORA | CANANEA | RIO SONORA | LÓTICO | RÍO | 30.95804 | -110.18906 | 6.33 | 2.83 | 22.7360 | 3448.0 | 110.0 | 1.3238 | 0.1331 | 1.0 | NaN |
| 94724 | OCNOR3987 | SONORA | CANANEA | RIO SONORA | LÓTICO | RÍO | 30.95804 | -110.18906 | 6.18 | 2.80 | 136.6800 | 11199.0 | 203.0 | 1.1616 | 0.1731 | 1.0 | NaN |
| 94725 | OCNOR3987 | SONORA | CANANEA | RIO SONORA | LÓTICO | RÍO | 30.95804 | -110.18906 | 5.89 | 3.33 | 31.2000 | 1860.0 | 20.0 | 0.7759 | 0.0599 | 1.0 | NaN |
| 94726 | OCNOR3987 | SONORA | CANANEA | RIO SONORA | LÓTICO | RÍO | 30.95804 | -110.18906 | 7.27 | 5.33 | 12.9900 | 759.0 | 146.0 | 0.9278 | 0.1370 | 1.0 | NaN |
| 94727 | OCNOR3987 | SONORA | CANANEA | RIO SONORA | LÓTICO | RÍO | 30.95804 | -110.18906 | 4.80 | 7.70 | 65.0000 | 241960.0 | 241960.0 | 3.7370 | 0.6630 | 1.0 | NaN |
| 94728 | OCNOR3987 | SONORA | CANANEA | RIO SONORA | LÓTICO | RÍO | 30.95804 | -110.18906 | 6.10 | 2.00 | 17.7800 | 1664.0 | 146.0 | 1.3910 | 0.0560 | 1.0 | NaN |
| CLAVE SITIO | ESTADO | MUNICIPIO | CUERPO DE AGUA | TIPO CUERPO DE AGUA | SUBTIPO CUERPO AGUA | LATITUD | LONGITUD | OD_mg/L | DBO_TOT | DQO_TOT | COLI_FEC | E_COLI | N_TOT | P_TOT | TOX_D_48_UT | TOX_FIS_SUP_15_UT | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125889 | MET-012 | SONORA | ARIZPE | ACUÍFERO RIO SONORA | SUBTERRÁNEO | POZO | 30.29633 | -110.18674 | NaN | NaN | NaN | 10.0 | NaN | NaN | NaN | NaN | NaN |
| 125890 | MET-012 | SONORA | ARIZPE | ACUÍFERO RIO SONORA | SUBTERRÁNEO | POZO | 30.29633 | -110.18674 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 125891 | MET-003 | SONORA | ARIZPE | RIO BACANUCHI | LÓTICO | RÍO | 30.57567 | -110.22088 | 6.02 | 2.0 | 10.00 | 1658.0 | 1274.0 | NaN | NaN | 1.0 | NaN |
| 125898 | MET-051 | SONORA | ACONCHI | ACUÍFERO RIO SONORA | SUBTERRÁNEO | POZO | 29.79459 | -110.21194 | NaN | NaN | NaN | 10.0 | NaN | NaN | NaN | NaN | NaN |
| 125899 | MET-051 | SONORA | ACONCHI | ACUÍFERO RIO SONORA | SUBTERRÁNEO | POZO | 29.79459 | -110.21194 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 125905 | MET-045 | SONORA | URES | RIO SONORA | LÓTICO | RÍO | 29.36277 | -110.50018 | 6.58 | 15.3 | 24.13 | 120330.0 | 22470.0 | NaN | NaN | 1.0 | NaN |
| 125906 | MET-045 | SONORA | URES | RIO SONORA | LÓTICO | RÍO | 29.36277 | -110.50018 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 126159 | TOMA DOMICILIARIA BACANUCHI ESCUELA | SONORA | ARIZPE | ACUÍFERO RIO BACANUCHI | SUBTERRÁNEO | TOMA DOMICILIARIA | 30.60567 | -110.23583 | NaN | NaN | NaN | 10.0 | NaN | NaN | NaN | NaN | NaN |
| 126164 | TOMA DOMICILIARIA ACONCHI | SONORA | ACONCHI | ACUÍFERO RIO SONORA | SUBTERRÁNEO | TOMA DOMICILIARIA | 29.82151 | -110.22702 | NaN | NaN | NaN | 10.0 | NaN | NaN | NaN | NaN | NaN |
| 126167 | TOMA DOMICILIARIA LA ESTANCIA | SONORA | ACONCHI | ACUÍFERO RIO SONORA | SUBTERRÁNEO | TOMA DOMICILIARIA | 29.79699 | -110.21546 | NaN | NaN | NaN | 148.0 | NaN | NaN | NaN | NaN | NaN |